Loading skill
Install any skill in seconds. Free to start, no credit card required.
Get Started Free →catlog22/skill-tuning
Universal skill diagnosis and optimization tool. Detect and fix skill execution issues including context explosion, long-tail forgetting, data flow disruption, and agent coordination failures. Supports Agy CLI for deep analysis.
Passed 12 of 16 test cases with the skill, and 6 of 16 without it.
and 7 more in the full report
9 fixed8 passed either way5 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
When starting a fresh skill tuning session with step 1 action-init complete, what decision state is set before requirement analysis?
| Checked | Without skill | With skill |
|---|---|---|
| Sets initial state status to pending | Missed | Passed |
The instructions your model reads when the skill loads.
<required_reading>
@/.maestro/workflows/run-mode.md
@/.maestro/workflows/codex-run-mode.md
</required_reading>
Autonomous diagnosis and optimization for skill execution issues.
.workflow/codebase/ARCHITECTURE.md exists, read for project contextmaestro load --type spec --category coding — load coding conventionsmaestro search "skill design optimization" --json — top 5 entries as prior context┌─────────────────────────────────────────────────────┐
│ Phase 0: Read Specs (mandatory) │
│ → problem-taxonomy.md, tuning-strategies.md │
└─────────────────────────────────────────────────────┘
↓
┌─────────────────────────────────────────────────────┐
│ Orchestrator (state-driven) │
│ Read state → Select action → Execute → Update → ✓ │
└─────────────────────────────────────────────────────┘
↓ ↓
┌──────────────────────┐ ┌──────────────────┐
│ Diagnosis Phase │ │ Agy CLI │
│ • Context │ │ Deep analysis │
│ • Memory │ │ (on-demand) │
│ • DataFlow │ │ │
│ • Agent │ │ Complex issues │
│ • Docs │ │ Architecture │
│ • Token Usage │ │ Performance │
└──────────────────────┘ └──────────────────┘
↓
┌───────────────────┐
test cases passed, vs 6 / 16 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.